diff --git a/README.md b/README.md
index c5d94a4c8..9754d53f3 100644
--- a/README.md
+++ b/README.md
@@ -2371,6 +2371,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [![IgorGanapolsky/mcp-memory-gateway MCP server](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway/badges/score.svg)](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) 📇 🏠 - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks.
 - [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [![Ikalus1988/MisakaNet MCP server](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet/badges/score.svg)](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py`
 - [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [![zsxh1990/pr-genius MCP server](https://glama.ai/mcp/servers/zsxh1990/pr-genius/badges/score.svg)](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Evidence-backed PR contribution advisor. 550+ case studies from 33 repos, 8 tools for merge probability analysis, pattern matching, and contribution strategy. `pip install prgenius-core`
+- [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [![jaimenbell/rag-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal RAG-over-a-corpus retrieval tool: `search_knowledge(query, k)` embeds the query, vector-searches a local corpus and returns cited passages. Runs fully locally with no paid embedding API. `pip install jaimenbell-rag-mcp`
 - [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across conversations.
 - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing conversation memories with timestamps and LLM identification.
 - [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [![md-vision-mcp MCP server](https://glama.ai/mcp/servers/japlete/md-vision-mcp/badges/score.svg)](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.